Overview

Dataset statistics

Number of variables	19
Number of observations	4500
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.9 MiB
Average record size in memory	914.1 B

Variable types

Text	6
Numeric	3
DateTime	1
Categorical	9

Alerts

`Cluster` is highly overall correlated with `PatientIncome`	High correlation
`PatientIncome` is highly overall correlated with `Cluster`	High correlation
`ClaimLegitimacy` is highly imbalanced (67.3%)	Imbalance
`ClaimID` has unique values	Unique
`PatientID` has unique values	Unique
`ProviderID` has unique values	Unique
`PatientIncome` has unique values	Unique

Reproduction

Analysis started	2026-01-11 18:21:54.022805
Analysis finished	2026-01-11 18:21:56.660254
Duration	2.64 seconds
Software version	ydata-profiling vv4.18.0
Download configuration	config.json

ClaimID
Text

Unique

Distinct	4500
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	373.7 KiB

Length

Max length	36
Median length	36
Mean length	36
Min length	36

Characters and Unicode

Total characters	162000
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4500 ?
Unique (%)	100.0%

Sample

1st row	4d76c7f7-d36a-4139-b451-a9a4ad10d7d5
2nd row	e35193b4-3609-492b-866a-98de19317e9c
3rd row	1f3fa373-25ed-4ff4-b6c7-38dcb2fb297f
4th row	af6a68f4-8319-47b1-a28b-77de01572851
5th row	417fe944-79d2-4610-81c4-a2d496f29ee4

Value	Count	Frequency (%)
417fe944-79d2-4610-81c4-a2d496f29ee4	1	< 0.1%
291cfa64-9956-40e7-b89f-4628650f42f0	1	< 0.1%
4d76c7f7-d36a-4139-b451-a9a4ad10d7d5	1	< 0.1%
e35193b4-3609-492b-866a-98de19317e9c	1	< 0.1%
1492c9c7-e184-413d-b951-f4377400782f	1	< 0.1%
a1684758-40b1-4f1d-8f5b-409c7228dbac	1	< 0.1%
2c2ed3f4-90c6-4681-94b4-d20278d85963	1	< 0.1%
379d7c46-3096-4741-9d42-26f540347070	1	< 0.1%
ab6b425f-957e-4448-a715-97d8aabddb6d	1	< 0.1%
e1464b6a-4ea4-4fa1-952d-e16ebdd032c5	1	< 0.1%
Other values (4490)	4490	99.8%

Most occurring characters

Value	Count	Frequency (%)
-	18000	11.1%
4	12975	8.0%
8	9645	6.0%
a	9608	5.9%
b	9564	5.9%
9	9537	5.9%
6	8529	5.3%
f	8511	5.3%
e	8473	5.2%
2	8464	5.2%
Other values (7)	58694	36.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	162000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
-	18000	11.1%
4	12975	8.0%
8	9645	6.0%
a	9608	5.9%
b	9564	5.9%
9	9537	5.9%
6	8529	5.3%
f	8511	5.3%
e	8473	5.2%
2	8464	5.2%
Other values (7)	58694	36.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	162000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
-	18000	11.1%
4	12975	8.0%
8	9645	6.0%
a	9608	5.9%
b	9564	5.9%
9	9537	5.9%
6	8529	5.3%
f	8511	5.3%
e	8473	5.2%
2	8464	5.2%
Other values (7)	58694	36.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	162000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
-	18000	11.1%
4	12975	8.0%
8	9645	6.0%
a	9608	5.9%
b	9564	5.9%
9	9537	5.9%
6	8529	5.3%
f	8511	5.3%
e	8473	5.2%
2	8464	5.2%
Other values (7)	58694	36.2%

PatientID
Text

Unique

Distinct	4500
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	373.7 KiB

Length

Max length	36
Median length	36
Mean length	36
Min length	36

Characters and Unicode

Total characters	162000
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4500 ?
Unique (%)	100.0%

Sample

1st row	19cf2638-3ec0-4ed9-9995-d9ba4553813a
2nd row	5c4bb6c5-4dd3-4a86-85fa-f36c0d8debff
3rd row	777866e0-4d10-45a8-a7b4-dbdaa26d5a81
4th row	9d7c53ee-eb1a-4f07-9e3a-e86cf82e9f0f
5th row	db14b0ca-ac2a-4e83-b085-947ea32e7587

Value	Count	Frequency (%)
db14b0ca-ac2a-4e83-b085-947ea32e7587	1	< 0.1%
2bd2d173-4ce1-428d-836c-259d9236a839	1	< 0.1%
19cf2638-3ec0-4ed9-9995-d9ba4553813a	1	< 0.1%
5c4bb6c5-4dd3-4a86-85fa-f36c0d8debff	1	< 0.1%
fb07a807-4dcc-4e09-bea6-4ca54acf6add	1	< 0.1%
638c3542-dc16-4507-95f8-a1bb0c425624	1	< 0.1%
bce42931-4ff7-487b-b373-773bdb57241b	1	< 0.1%
09a26428-831a-4d5f-bd9f-ee790468aae5	1	< 0.1%
67f76baf-3c23-45ee-8898-ec4a25c85e11	1	< 0.1%
72f46521-1f31-4707-bbd9-4760af6d9d5c	1	< 0.1%
Other values (4490)	4490	99.8%

Most occurring characters

Value	Count	Frequency (%)
-	18000	11.1%
4	12931	8.0%
8	9664	6.0%
9	9593	5.9%
a	9583	5.9%
b	9565	5.9%
d	8596	5.3%
e	8508	5.3%
5	8484	5.2%
6	8474	5.2%
Other values (7)	58602	36.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	162000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
-	18000	11.1%
4	12931	8.0%
8	9664	6.0%
9	9593	5.9%
a	9583	5.9%
b	9565	5.9%
d	8596	5.3%
e	8508	5.3%
5	8484	5.2%
6	8474	5.2%
Other values (7)	58602	36.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	162000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
-	18000	11.1%
4	12931	8.0%
8	9664	6.0%
9	9593	5.9%
a	9583	5.9%
b	9565	5.9%
d	8596	5.3%
e	8508	5.3%
5	8484	5.2%
6	8474	5.2%
Other values (7)	58602	36.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	162000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
-	18000	11.1%
4	12931	8.0%
8	9664	6.0%
9	9593	5.9%
a	9583	5.9%
b	9565	5.9%
d	8596	5.3%
e	8508	5.3%
5	8484	5.2%
6	8474	5.2%
Other values (7)	58602	36.2%

ProviderID
Text

Unique

Distinct	4500
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	373.7 KiB

Length

Max length	36
Median length	36
Mean length	36
Min length	36

Characters and Unicode

Total characters	162000
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4500 ?
Unique (%)	100.0%

Sample

1st row	a3d0cc80-dffe-40ff-a302-23c8ffeedb36
2nd row	a9f25acf-92b8-45e2-9cef-87bd07d0a591
3rd row	951b1e08-9948-4956-80e5-9277f16bd290
4th row	de9e193a-f9a1-4d63-9345-aefe75694628
5th row	5c7d7045-71b6-4c15-937c-43e4cfe65bf4

Value	Count	Frequency (%)
5c7d7045-71b6-4c15-937c-43e4cfe65bf4	1	< 0.1%
cf84cf99-0ac3-465a-af90-239a873bafa5	1	< 0.1%
a3d0cc80-dffe-40ff-a302-23c8ffeedb36	1	< 0.1%
a9f25acf-92b8-45e2-9cef-87bd07d0a591	1	< 0.1%
4cbf206c-b046-40d6-b953-927d2ed77950	1	< 0.1%
20685b18-4e11-4a78-b714-1d5e70610385	1	< 0.1%
9e339ef9-c22f-4a42-b299-857fbbc1fa81	1	< 0.1%
4d2bab66-8b53-40b4-9724-c8c77522e8c3	1	< 0.1%
866b8799-1436-4c1b-ae34-37e1fda57c99	1	< 0.1%
e84f0876-375d-40f4-a112-46c24ac59627	1	< 0.1%
Other values (4490)	4490	99.8%

Most occurring characters

Value	Count	Frequency (%)
-	18000	11.1%
4	12912	8.0%
8	9676	6.0%
9	9606	5.9%
a	9544	5.9%
b	9384	5.8%
f	8602	5.3%
e	8574	5.3%
1	8547	5.3%
5	8485	5.2%
Other values (7)	58670	36.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	162000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
-	18000	11.1%
4	12912	8.0%
8	9676	6.0%
9	9606	5.9%
a	9544	5.9%
b	9384	5.8%
f	8602	5.3%
e	8574	5.3%
1	8547	5.3%
5	8485	5.2%
Other values (7)	58670	36.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	162000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
-	18000	11.1%
4	12912	8.0%
8	9676	6.0%
9	9606	5.9%
a	9544	5.9%
b	9384	5.8%
f	8602	5.3%
e	8574	5.3%
1	8547	5.3%
5	8485	5.2%
Other values (7)	58670	36.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	162000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
-	18000	11.1%
4	12912	8.0%
8	9676	6.0%
9	9606	5.9%
a	9544	5.9%
b	9384	5.8%
f	8602	5.3%
e	8574	5.3%
1	8547	5.3%
5	8485	5.2%
Other values (7)	58670	36.2%

ClaimAmount
Real number (ℝ)

Distinct	4490
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5014.2039

Minimum	100.12
Maximum	9997.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	35.3 KiB

Quantile statistics

Minimum	100.12
5-th percentile	590.725
Q1	2509.0725
median	5053.765
Q3	7462.4525
95-th percentile	9510.307
Maximum	9997.2
Range	9897.08
Interquartile range (IQR)	4953.38

Descriptive statistics

Standard deviation	2866.2911
Coefficient of variation (CV)	0.57163433
Kurtosis	-1.2029995
Mean	5014.2039
Median Absolute Deviation (MAD)	2483.075
Skewness	0.00042447153
Sum	22563917
Variance	8215624.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7946.69	2	< 0.1%
9963.71	2	< 0.1%
8936.33	2	< 0.1%
6118.26	2	< 0.1%
6834.26	2	< 0.1%
6116.75	2	< 0.1%
8414.04	2	< 0.1%
4153.18	2	< 0.1%
862.1	2	< 0.1%
5540.34	2	< 0.1%
Other values (4480)	4480	99.6%

Value	Count	Frequency (%)
100.12	1	< 0.1%
100.3	1	< 0.1%
101.33	1	< 0.1%
106.47	1	< 0.1%
111.01	1	< 0.1%
113.4	1	< 0.1%
114.59	1	< 0.1%
115.49	1	< 0.1%
119.72	1	< 0.1%
131.86	1	< 0.1%

Value	Count	Frequency (%)
9997.2	1	< 0.1%
9995.62	1	< 0.1%
9994.2	1	< 0.1%
9989.04	1	< 0.1%
9983.64	1	< 0.1%
9979.55	1	< 0.1%
9978.43	1	< 0.1%
9977.72	1	< 0.1%
9976.52	1	< 0.1%
9972.66	1	< 0.1%

ClaimDate
Date

Distinct	731
Distinct (%)	16.2%
Missing	0
Missing (%)	0.0%
Memory size	35.3 KiB

Minimum	2022-07-09 00:00:00
Maximum	2024-07-08 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

DiagnosisCode
Text

Distinct	4495
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Memory size	237.4 KiB

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	22500
Distinct characters	62
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4490 ?
Unique (%)	99.8%

Sample

1st row	Ta150
2nd row	Fo766
3rd row	AX876
4th row	SQ441
5th row	FK970

Value	Count	Frequency (%)
me712	2	< 0.1%
zf797	2	< 0.1%
tt251	2	< 0.1%
rs522	2	< 0.1%
yl726	2	< 0.1%
ia775	2	< 0.1%
ej032	2	< 0.1%
xa248	2	< 0.1%
vy109	2	< 0.1%
ae034	2	< 0.1%
Other values (4476)	4480	99.6%

Most occurring characters

Value	Count	Frequency (%)
4	1388	6.2%
2	1387	6.2%
7	1383	6.1%
5	1382	6.1%
9	1364	6.1%
6	1354	6.0%
3	1339	6.0%
1	1316	5.8%
8	1300	5.8%
0	1287	5.7%
Other values (52)	9000	40.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	22500	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
4	1388	6.2%
2	1387	6.2%
7	1383	6.1%
5	1382	6.1%
9	1364	6.1%
6	1354	6.0%
3	1339	6.0%
1	1316	5.8%
8	1300	5.8%
0	1287	5.7%
Other values (52)	9000	40.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	22500	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
4	1388	6.2%
2	1387	6.2%
7	1383	6.1%
5	1382	6.1%
9	1364	6.1%
6	1354	6.0%
3	1339	6.0%
1	1316	5.8%
8	1300	5.8%
0	1287	5.7%
Other values (52)	9000	40.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	22500	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
4	1388	6.2%
2	1387	6.2%
7	1383	6.1%
5	1382	6.1%
9	1364	6.1%
6	1354	6.0%
3	1339	6.0%
1	1316	5.8%
8	1300	5.8%
0	1287	5.7%
Other values (52)	9000	40.0%

ProcedureCode
Text

Distinct	4495
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Memory size	237.4 KiB

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	22500
Distinct characters	62
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4491 ?
Unique (%)	99.8%

Sample

1st row	iO013
2nd row	jR349
3rd row	uU479
4th row	Xs264
5th row	PV476

Value	Count	Frequency (%)
zw098	3	0.1%
zf251	2	< 0.1%
ty099	2	< 0.1%
ze112	2	< 0.1%
yg753	2	< 0.1%
jw378	2	< 0.1%
ln407	2	< 0.1%
mt610	2	< 0.1%
nr774	2	< 0.1%
wq534	2	< 0.1%
Other values (4475)	4479	99.5%

Most occurring characters

Value	Count	Frequency (%)
5	1419	6.3%
9	1395	6.2%
1	1385	6.2%
3	1369	6.1%
7	1368	6.1%
0	1350	6.0%
6	1344	6.0%
4	1309	5.8%
8	1296	5.8%
2	1265	5.6%
Other values (52)	9000	40.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	22500	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
5	1419	6.3%
9	1395	6.2%
1	1385	6.2%
3	1369	6.1%
7	1368	6.1%
0	1350	6.0%
6	1344	6.0%
4	1309	5.8%
8	1296	5.8%
2	1265	5.6%
Other values (52)	9000	40.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	22500	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
5	1419	6.3%
9	1395	6.2%
1	1385	6.2%
3	1369	6.1%
7	1368	6.1%
0	1350	6.0%
6	1344	6.0%
4	1309	5.8%
8	1296	5.8%
2	1265	5.6%
Other values (52)	9000	40.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	22500	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
5	1419	6.3%
9	1395	6.2%
1	1385	6.2%
3	1369	6.1%
7	1368	6.1%
0	1350	6.0%
6	1344	6.0%
4	1309	5.8%
8	1296	5.8%
2	1265	5.6%
Other values (52)	9000	40.0%

PatientAge
Real number (ℝ)

Distinct	100
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.838444

Minimum	0
Maximum	99
Zeros	45
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	35.3 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	25
median	50.5
Q3	75
95-th percentile	95
Maximum	99
Range	99
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	28.790471
Coefficient of variation (CV)	0.57767595
Kurtosis	-1.2092364
Mean	49.838444
Median Absolute Deviation (MAD)	25.5
Skewness	-0.02178574
Sum	224273
Variance	828.89121
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
57	64	1.4%
25	59	1.3%
70	58	1.3%
1	57	1.3%
16	56	1.2%
81	56	1.2%
48	55	1.2%
79	55	1.2%
76	54	1.2%
97	54	1.2%
Other values (90)	3932	87.4%

Value	Count	Frequency (%)
0	45	1.0%
1	57	1.3%
2	44	1.0%
3	39	0.9%
4	33	0.7%
5	38	0.8%
6	34	0.8%
7	33	0.7%
8	49	1.1%
9	51	1.1%

Value	Count	Frequency (%)
99	46	1.0%
98	44	1.0%
97	54	1.2%
96	45	1.0%
95	40	0.9%
94	35	0.8%
93	40	0.9%
92	49	1.1%
91	45	1.0%
90	35	0.8%

PatientGender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	219.9 KiB

F	2282
M	2218

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	4500
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	F
2nd row	M
3rd row	M
4th row	F
5th row	F

Common Values

Value	Count	Frequency (%)
F	2282	50.7%
M	2218	49.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
f	2282	50.7%
m	2218	49.3%

Most occurring characters

Value	Count	Frequency (%)
F	2282	50.7%
M	2218	49.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4500	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
F	2282	50.7%
M	2218	49.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4500	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
F	2282	50.7%
M	2218	49.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4500	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
F	2282	50.7%
M	2218	49.3%

ProviderSpecialty
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	264.6 KiB

Pediatrics	955
Cardiology	907
Orthopedics	893
General Practice	880
Neurology	865

Length

Max length	16
Median length	11
Mean length	11.179556
Min length	9

Characters and Unicode

Total characters	50308
Distinct characters	22
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Orthopedics
2nd row	Cardiology
3rd row	Cardiology
4th row	Cardiology
5th row	Neurology

Common Values

Value	Count	Frequency (%)
Pediatrics	955	21.2%
Cardiology	907	20.2%
Orthopedics	893	19.8%
General Practice	880	19.6%
Neurology	865	19.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
pediatrics	955	17.8%
cardiology	907	16.9%
orthopedics	893	16.6%
general	880	16.4%
practice	880	16.4%
neurology	865	16.1%

Most occurring characters

Value	Count	Frequency (%)
r	5380	10.7%
e	5353	10.6%
i	4590	9.1%
o	4437	8.8%
a	3622	7.2%
c	3608	7.2%
d	2755	5.5%
t	2728	5.4%
l	2652	5.3%
s	1848	3.7%
Other values (12)	13335	26.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	50308	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	5380	10.7%
e	5353	10.6%
i	4590	9.1%
o	4437	8.8%
a	3622	7.2%
c	3608	7.2%
d	2755	5.5%
t	2728	5.4%
l	2652	5.3%
s	1848	3.7%
Other values (12)	13335	26.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	50308	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	5380	10.7%
e	5353	10.6%
i	4590	9.1%
o	4437	8.8%
a	3622	7.2%
c	3608	7.2%
d	2755	5.5%
t	2728	5.4%
l	2652	5.3%
s	1848	3.7%
Other values (12)	13335	26.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	50308	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	5380	10.7%
e	5353	10.6%
i	4590	9.1%
o	4437	8.8%
a	3622	7.2%
c	3608	7.2%
d	2755	5.5%
t	2728	5.4%
l	2652	5.3%
s	1848	3.7%
Other values (12)	13335	26.5%

ClaimStatus
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	246.2 KiB

Approved	1522
Denied	1512
Pending	1466

Length

Max length	8
Median length	7
Mean length	7.0022222
Min length	6

Characters and Unicode

Total characters	31510
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Pending
2nd row	Denied
3rd row	Pending
4th row	Pending
5th row	Approved

Common Values

Value	Count	Frequency (%)
Approved	1522	33.8%
Denied	1512	33.6%
Pending	1466	32.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
approved	1522	33.8%
denied	1512	33.6%
pending	1466	32.6%

Most occurring characters

Value	Count	Frequency (%)
e	6012	19.1%
d	4500	14.3%
n	4444	14.1%
p	3044	9.7%
i	2978	9.5%
o	1522	4.8%
A	1522	4.8%
r	1522	4.8%
v	1522	4.8%
D	1512	4.8%
Other values (2)	2932	9.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	31510	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	6012	19.1%
d	4500	14.3%
n	4444	14.1%
p	3044	9.7%
i	2978	9.5%
o	1522	4.8%
A	1522	4.8%
r	1522	4.8%
v	1522	4.8%
D	1512	4.8%
Other values (2)	2932	9.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	31510	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	6012	19.1%
d	4500	14.3%
n	4444	14.1%
p	3044	9.7%
i	2978	9.5%
o	1522	4.8%
A	1522	4.8%
r	1522	4.8%
v	1522	4.8%
D	1512	4.8%
Other values (2)	2932	9.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	31510	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	6012	19.1%
d	4500	14.3%
n	4444	14.1%
p	3044	9.7%
i	2978	9.5%
o	1522	4.8%
A	1522	4.8%
r	1522	4.8%
v	1522	4.8%
D	1512	4.8%
Other values (2)	2932	9.3%

PatientIncome
Real number (ℝ)

High correlation Unique

Distinct	4500
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	84384.284

Minimum	20006.87
Maximum	149957.52
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	35.3 KiB

Quantile statistics

Minimum	20006.87
5-th percentile	26070.636
Q1	52791.905
median	84061.205
Q3	115768.42
95-th percentile	142561.27
Maximum	149957.52
Range	129950.65
Interquartile range (IQR)	62976.513

Descriptive statistics

Standard deviation	37085.909
Coefficient of variation (CV)	0.43948834
Kurtosis	-1.1707225
Mean	84384.284
Median Absolute Deviation (MAD)	31383.245
Skewness	0.015295257
Sum	3.7972928 × 10⁸
Variance	1.3753646 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
131676.02	1	< 0.1%
57595.11	1	< 0.1%
140772.72	1	< 0.1%
69803.19	1	< 0.1%
138895.98	1	< 0.1%
96529.57	1	< 0.1%
28830.41	1	< 0.1%
111654.49	1	< 0.1%
20440.42	1	< 0.1%
131764.74	1	< 0.1%
Other values (4490)	4490	99.8%

Value	Count	Frequency (%)
20006.87	1	< 0.1%
20031.31	1	< 0.1%
20031.58	1	< 0.1%
20053.34	1	< 0.1%
20093.19	1	< 0.1%
20102.64	1	< 0.1%
20117.76	1	< 0.1%
20122.6	1	< 0.1%
20166.98	1	< 0.1%
20278.32	1	< 0.1%

Value	Count	Frequency (%)
149957.52	1	< 0.1%
149935.67	1	< 0.1%
149913.57	1	< 0.1%
149857.61	1	< 0.1%
149837.5	1	< 0.1%
149820.25	1	< 0.1%
149819.49	1	< 0.1%
149812.83	1	< 0.1%
149794.76	1	< 0.1%
149728.97	1	< 0.1%

PatientMaritalStatus
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	246.2 KiB

Married	1181
Widowed	1127
Divorced	1101
Single	1091

Length

Max length	8
Median length	7
Mean length	7.0022222
Min length	6

Characters and Unicode

Total characters	31510
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Single
2nd row	Widowed
3rd row	Married
4th row	Married
5th row	Divorced

Common Values

Value	Count	Frequency (%)
Married	1181	26.2%
Widowed	1127	25.0%
Divorced	1101	24.5%
Single	1091	24.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
married	1181	26.2%
widowed	1127	25.0%
divorced	1101	24.5%
single	1091	24.2%

Most occurring characters

Value	Count	Frequency (%)
d	4536	14.4%
i	4500	14.3%
e	4500	14.3%
r	3463	11.0%
o	2228	7.1%
a	1181	3.7%
M	1181	3.7%
W	1127	3.6%
w	1127	3.6%
D	1101	3.5%
Other values (6)	6566	20.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	31510	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
d	4536	14.4%
i	4500	14.3%
e	4500	14.3%
r	3463	11.0%
o	2228	7.1%
a	1181	3.7%
M	1181	3.7%
W	1127	3.6%
w	1127	3.6%
D	1101	3.5%
Other values (6)	6566	20.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	31510	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
d	4536	14.4%
i	4500	14.3%
e	4500	14.3%
r	3463	11.0%
o	2228	7.1%
a	1181	3.7%
M	1181	3.7%
W	1127	3.6%
w	1127	3.6%
D	1101	3.5%
Other values (6)	6566	20.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	31510	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
d	4536	14.4%
i	4500	14.3%
e	4500	14.3%
r	3463	11.0%
o	2228	7.1%
a	1181	3.7%
M	1181	3.7%
W	1127	3.6%
w	1127	3.6%
D	1101	3.5%
Other values (6)	6566	20.8%

PatientEmploymentStatus
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	250.7 KiB

Employed	1188
Unemployed	1141
Student	1110
Retired	1061

Length

Max length	10
Median length	8
Mean length	8.0246667
Min length	7

Characters and Unicode

Total characters	36111
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Employed
2nd row	Employed
3rd row	Student
4th row	Employed
5th row	Unemployed

Common Values

Value	Count	Frequency (%)
Employed	1188	26.4%
Unemployed	1141	25.4%
Student	1110	24.7%
Retired	1061	23.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
employed	1188	26.4%
unemployed	1141	25.4%
student	1110	24.7%
retired	1061	23.6%

Most occurring characters

Value	Count	Frequency (%)
e	6702	18.6%
d	4500	12.5%
t	3281	9.1%
m	2329	6.4%
y	2329	6.4%
l	2329	6.4%
o	2329	6.4%
p	2329	6.4%
n	2251	6.2%
E	1188	3.3%
Other values (6)	6544	18.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	36111	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	6702	18.6%
d	4500	12.5%
t	3281	9.1%
m	2329	6.4%
y	2329	6.4%
l	2329	6.4%
o	2329	6.4%
p	2329	6.4%
n	2251	6.2%
E	1188	3.3%
Other values (6)	6544	18.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	36111	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	6702	18.6%
d	4500	12.5%
t	3281	9.1%
m	2329	6.4%
y	2329	6.4%
l	2329	6.4%
o	2329	6.4%
p	2329	6.4%
n	2251	6.2%
E	1188	3.3%
Other values (6)	6544	18.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	36111	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	6702	18.6%
d	4500	12.5%
t	3281	9.1%
m	2329	6.4%
y	2329	6.4%
l	2329	6.4%
o	2329	6.4%
p	2329	6.4%
n	2251	6.2%
E	1188	3.3%
Other values (6)	6544	18.1%

ProviderLocation
Text

Distinct	3876
Distinct (%)	86.1%
Missing	0
Missing (%)	0.0%
Memory size	268.4 KiB

Length

Max length	22
Median length	19
Mean length	12.056222
Min length	6

Characters and Unicode

Total characters	54253
Distinct characters	50
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3417 ?
Unique (%)	75.9%

Sample

1st row	New Alishaview
2nd row	East Curtis
3rd row	Lake Jennifer
4th row	Martinstad
5th row	Thomasfurt

Value	Count	Frequency (%)
east	336	5.0%
north	333	4.9%
south	330	4.9%
lake	324	4.8%
west	317	4.7%
port	304	4.5%
new	298	4.4%
michael	32	0.5%
jennifer	20	0.3%
james	20	0.3%
Other values (3077)	4428	65.7%

Most occurring characters

Value	Count	Frequency (%)
e	5232	9.6%
t	4293	7.9%
a	4276	7.9%
r	4221	7.8%
o	3682	6.8%
h	3002	5.5%
n	2964	5.5%
i	2682	4.9%
s	2615	4.8%
	2242	4.1%
Other values (40)	19044	35.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	54253	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	5232	9.6%
t	4293	7.9%
a	4276	7.9%
r	4221	7.8%
o	3682	6.8%
h	3002	5.5%
n	2964	5.5%
i	2682	4.9%
s	2615	4.8%
	2242	4.1%
Other values (40)	19044	35.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	54253	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	5232	9.6%
t	4293	7.9%
a	4276	7.9%
r	4221	7.8%
o	3682	6.8%
h	3002	5.5%
n	2964	5.5%
i	2682	4.9%
s	2615	4.8%
	2242	4.1%
Other values (40)	19044	35.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	54253	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	5232	9.6%
t	4293	7.9%
a	4276	7.9%
r	4221	7.8%
o	3682	6.8%
h	3002	5.5%
n	2964	5.5%
i	2682	4.9%
s	2615	4.8%
	2242	4.1%
Other values (40)	19044	35.1%

ClaimType
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	253.9 KiB

Outpatient	1152
Routine	1149
Inpatient	1128
Emergency	1071

Length

Max length	10
Median length	9
Mean length	8.7453333
Min length	7

Characters and Unicode

Total characters	39354
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Inpatient
2nd row	Inpatient
3rd row	Emergency
4th row	Routine
5th row	Inpatient

Common Values

Value	Count	Frequency (%)
Outpatient	1152	25.6%
Routine	1149	25.5%
Inpatient	1128	25.1%
Emergency	1071	23.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
outpatient	1152	25.6%
routine	1149	25.5%
inpatient	1128	25.1%
emergency	1071	23.8%

Most occurring characters

Value	Count	Frequency (%)
t	6861	17.4%
n	5628	14.3%
e	5571	14.2%
i	3429	8.7%
u	2301	5.8%
a	2280	5.8%
p	2280	5.8%
O	1152	2.9%
R	1149	2.9%
o	1149	2.9%
Other values (7)	7554	19.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	39354	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
t	6861	17.4%
n	5628	14.3%
e	5571	14.2%
i	3429	8.7%
u	2301	5.8%
a	2280	5.8%
p	2280	5.8%
O	1152	2.9%
R	1149	2.9%
o	1149	2.9%
Other values (7)	7554	19.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	39354	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
t	6861	17.4%
n	5628	14.3%
e	5571	14.2%
i	3429	8.7%
u	2301	5.8%
a	2280	5.8%
p	2280	5.8%
O	1152	2.9%
R	1149	2.9%
o	1149	2.9%
Other values (7)	7554	19.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	39354	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
t	6861	17.4%
n	5628	14.3%
e	5571	14.2%
i	3429	8.7%
u	2301	5.8%
a	2280	5.8%
p	2280	5.8%
O	1152	2.9%
R	1149	2.9%
o	1149	2.9%
Other values (7)	7554	19.2%

ClaimSubmissionMethod
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	238.9 KiB

Paper	1544
Phone	1495
Online	1461

Length

Max length	6
Median length	5
Mean length	5.3246667
Min length	5

Characters and Unicode

Total characters	23961
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Paper
2nd row	Online
3rd row	Online
4th row	Phone
5th row	Phone

Common Values

Value	Count	Frequency (%)
Paper	1544	34.3%
Phone	1495	33.2%
Online	1461	32.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
paper	1544	34.3%
phone	1495	33.2%
online	1461	32.5%

Most occurring characters

Value	Count	Frequency (%)
e	4500	18.8%
n	4417	18.4%
P	3039	12.7%
p	1544	6.4%
a	1544	6.4%
r	1544	6.4%
h	1495	6.2%
o	1495	6.2%
O	1461	6.1%
l	1461	6.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	23961	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	4500	18.8%
n	4417	18.4%
P	3039	12.7%
p	1544	6.4%
a	1544	6.4%
r	1544	6.4%
h	1495	6.2%
o	1495	6.2%
O	1461	6.1%
l	1461	6.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	23961	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	4500	18.8%
n	4417	18.4%
P	3039	12.7%
p	1544	6.4%
a	1544	6.4%
r	1544	6.4%
h	1495	6.2%
o	1495	6.2%
O	1461	6.1%
l	1461	6.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	23961	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	4500	18.8%
n	4417	18.4%
P	3039	12.7%
p	1544	6.4%
a	1544	6.4%
r	1544	6.4%
h	1495	6.2%
o	1495	6.2%
O	1461	6.1%
l	1461	6.1%

Cluster
Categorical

High correlation

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	219.9 KiB

3	1152
0	1144
2	1104
1	1100

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	4500
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3
2nd row	2
3rd row	3
4th row	2
5th row	1

Common Values

Value	Count	Frequency (%)
3	1152	25.6%
0	1144	25.4%
2	1104	24.5%
1	1100	24.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	1152	25.6%
0	1144	25.4%
2	1104	24.5%
1	1100	24.4%

Most occurring characters

Value	Count	Frequency (%)
3	1152	25.6%
0	1144	25.4%
2	1104	24.5%
1	1100	24.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4500	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	1152	25.6%
0	1144	25.4%
2	1104	24.5%
1	1100	24.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4500	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	1152	25.6%
0	1144	25.4%
2	1104	24.5%
1	1100	24.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4500	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	1152	25.6%
0	1144	25.4%
2	1104	24.5%
1	1100	24.4%

ClaimLegitimacy
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	258.1 KiB

Legitimate	4230
Fraud	270

Length

Max length	10
Median length	10
Mean length	9.7
Min length	5

Characters and Unicode

Total characters	43650
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Legitimate
2nd row	Legitimate
3rd row	Legitimate
4th row	Legitimate
5th row	Legitimate

Common Values

Value	Count	Frequency (%)
Legitimate	4230	94.0%
Fraud	270	6.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
legitimate	4230	94.0%
fraud	270	6.0%

Most occurring characters

Value	Count	Frequency (%)
e	8460	19.4%
t	8460	19.4%
i	8460	19.4%
a	4500	10.3%
L	4230	9.7%
g	4230	9.7%
m	4230	9.7%
F	270	0.6%
r	270	0.6%
u	270	0.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	43650	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	8460	19.4%
t	8460	19.4%
i	8460	19.4%
a	4500	10.3%
L	4230	9.7%
g	4230	9.7%
m	4230	9.7%
F	270	0.6%
r	270	0.6%
u	270	0.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	43650	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	8460	19.4%
t	8460	19.4%
i	8460	19.4%
a	4500	10.3%
L	4230	9.7%
g	4230	9.7%
m	4230	9.7%
F	270	0.6%
r	270	0.6%
u	270	0.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	43650	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	8460	19.4%
t	8460	19.4%
i	8460	19.4%
a	4500	10.3%
L	4230	9.7%
g	4230	9.7%
m	4230	9.7%
F	270	0.6%
r	270	0.6%
u	270	0.6%

Interactions

Correlations

	ClaimAmount	ClaimLegitimacy	ClaimStatus	ClaimSubmissionMethod	ClaimType	Cluster	PatientAge	PatientEmploymentStatus	PatientGender	PatientIncome	PatientMaritalStatus	ProviderSpecialty
ClaimAmount	1.000	0.406	0.000	0.006	0.044	0.022	0.009	0.007	0.022	0.019	0.014	0.017
ClaimLegitimacy	0.406	1.000	0.000	0.000	0.000	0.437	0.030	0.013	0.009	0.400	0.000	0.000
ClaimStatus	0.000	0.000	1.000	0.014	0.000	0.005	0.016	0.013	0.000	0.000	0.018	0.024
ClaimSubmissionMethod	0.006	0.000	0.014	1.000	0.009	0.000	0.011	0.000	0.000	0.026	0.023	0.018
ClaimType	0.044	0.000	0.000	0.009	1.000	0.023	0.000	0.000	0.000	0.026	0.000	0.000
Cluster	0.022	0.437	0.005	0.000	0.023	1.000	0.029	0.000	0.004	0.920	0.000	0.000
PatientAge	0.009	0.030	0.016	0.011	0.000	0.029	1.000	0.000	0.000	0.017	0.000	0.014
PatientEmploymentStatus	0.007	0.013	0.013	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000
PatientGender	0.022	0.009	0.000	0.000	0.000	0.004	0.000	0.000	1.000	0.028	0.017	0.018
PatientIncome	0.019	0.400	0.000	0.026	0.026	0.920	0.017	0.000	0.028	1.000	0.008	0.000
PatientMaritalStatus	0.014	0.000	0.018	0.023	0.000	0.000	0.000	0.000	0.017	0.008	1.000	0.000
ProviderSpecialty	0.017	0.000	0.024	0.018	0.000	0.000	0.014	0.000	0.018	0.000	0.000	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	ClaimID	PatientID	ProviderID	ClaimAmount	ClaimDate	DiagnosisCode	ProcedureCode	PatientAge	PatientGender	ProviderSpecialty	ClaimStatus	PatientIncome	PatientMaritalStatus	PatientEmploymentStatus	ProviderLocation	ClaimType	ClaimSubmissionMethod	Cluster	ClaimLegitimacy
0	4d76c7f7-d36a-4139-b451-a9a4ad10d7d5	19cf2638-3ec0-4ed9-9995-d9ba4553813a	a3d0cc80-dffe-40ff-a302-23c8ffeedb36	7820.52	2024-07-08	Ta150	iO013	96	F	Orthopedics	Pending	57595.11	Single	Employed	New Alishaview	Inpatient	Paper	3	Legitimate
1	e35193b4-3609-492b-866a-98de19317e9c	5c4bb6c5-4dd3-4a86-85fa-f36c0d8debff	a9f25acf-92b8-45e2-9cef-87bd07d0a591	5453.86	2024-07-08	Fo766	jR349	95	M	Cardiology	Denied	140772.72	Widowed	Employed	East Curtis	Inpatient	Online	2	Legitimate
2	1f3fa373-25ed-4ff4-b6c7-38dcb2fb297f	777866e0-4d10-45a8-a7b4-dbdaa26d5a81	951b1e08-9948-4956-80e5-9277f16bd290	8229.86	2024-07-08	AX876	uU479	10	M	Cardiology	Pending	69803.19	Married	Student	Lake Jennifer	Emergency	Online	3	Legitimate
3	af6a68f4-8319-47b1-a28b-77de01572851	9d7c53ee-eb1a-4f07-9e3a-e86cf82e9f0f	de9e193a-f9a1-4d63-9345-aefe75694628	9519.16	2024-07-08	SQ441	Xs264	59	F	Cardiology	Pending	135530.12	Married	Employed	Martinstad	Routine	Phone	2	Legitimate
4	417fe944-79d2-4610-81c4-a2d496f29ee4	db14b0ca-ac2a-4e83-b085-947ea32e7587	5c7d7045-71b6-4c15-937c-43e4cfe65bf4	3226.15	2024-07-08	FK970	PV476	36	F	Neurology	Approved	36995.52	Divorced	Unemployed	Thomasfurt	Inpatient	Phone	1	Legitimate
5	41c69c3f-7b63-435c-841f-97633264a347	9caba0e6-334d-4132-9330-1c1adaa82d11	11ff25ad-29c9-493b-a356-cb0c6a8f41a6	3476.56	2024-07-07	ZE958	Am159	26	F	Cardiology	Denied	96819.09	Divorced	Retired	North Michael	Outpatient	Paper	0	Legitimate
6	80a92d69-9d51-476c-8d1d-0ea35a7081a9	c4daf0c4-8d67-4aba-97db-442a948db4d3	19d62078-bb03-4473-8815-5f814c12b5c8	6468.55	2024-07-07	hg131	vm240	3	M	Neurology	Denied	117271.04	Married	Employed	West Paul	Emergency	Paper	2	Legitimate
7	31c804c9-110c-4c26-bf38-2638b9e29526	71d7c4ac-c608-4392-8f71-83ce85d00595	c1bfab96-0df6-4a49-96e1-236bd3c6a7b5	280.40	2024-07-07	Xa559	eD733	99	M	Pediatrics	Denied	125318.21	Widowed	Employed	Ambermouth	Inpatient	Paper	2	Legitimate
8	25d801f8-d141-4131-9f1f-0c63360b4302	919f254e-a7eb-41da-8f14-b2ee11aad6da	8d1a5376-5ea6-42e6-beec-2c1313a30a49	4661.71	2024-07-07	Sj663	uq058	57	F	Neurology	Pending	24263.98	Widowed	Employed	Larsonville	Inpatient	Paper	1	Legitimate
9	8b5172a0-9aab-439a-9e3f-d0af5f2a1b6b	6d707925-803e-42b8-af6e-e77d9f45dd8a	ed55392c-f9e3-469c-9367-00df827b1cf6	9638.64	2024-07-07	Qu671	Gw549	91	M	Pediatrics	Approved	78191.10	Widowed	Unemployed	South Jessicabury	Outpatient	Phone	3	Legitimate

	ClaimID	PatientID	ProviderID	ClaimAmount	ClaimDate	DiagnosisCode	ProcedureCode	PatientAge	PatientGender	ProviderSpecialty	ClaimStatus	PatientIncome	PatientMaritalStatus	PatientEmploymentStatus	ProviderLocation	ClaimType	ClaimSubmissionMethod	Cluster	ClaimLegitimacy
4490	a996469c-9d91-437d-9a13-33384ec86e27	6c35f381-e4fc-4d5b-a4e4-fc8abeed154a	04a1cc5f-73cc-4bca-b6f0-af3fc2529ec4	5879.35	2022-07-10	FC909	jB020	84	F	Cardiology	Denied	129931.42	Divorced	Unemployed	Jacobsberg	Outpatient	Paper	2	Legitimate
4491	6c85c4f1-bc4b-46fb-a573-3fea7853cb38	05ec1ef6-bef2-43af-befa-c00eb68af7a9	67cd32ac-9518-417a-aa8e-bc46911951e4	6250.80	2022-07-10	aW066	su896	91	M	General Practice	Pending	43191.77	Married	Employed	Lake Edwardmouth	Routine	Phone	1	Legitimate
4492	4e2838d1-2819-441f-a435-97c22b9f4e8b	d708e793-c837-40e4-8d4c-852a94b4e87f	3fc3e1bd-a685-4a9e-8014-1d81a6eaffe5	8290.29	2022-07-10	tl190	mO870	22	M	Orthopedics	Denied	86328.07	Widowed	Retired	Garcialand	Inpatient	Phone	0	Legitimate
4493	8a2ffe23-6145-49b3-89a4-1013c4e858e2	516ea776-3d69-4c5f-a9d2-bae1698b28d2	2fcfedff-0300-4c6d-82ba-cb4858c7487f	9102.27	2022-07-09	ZQ868	GC202	0	M	Orthopedics	Approved	48185.86	Married	Student	South Anthonyfurt	Emergency	Phone	1	Fraud
4494	4c4e4abc-e65d-485e-9882-c44485e63917	f3697794-b8d7-4c0d-a18c-72e5cab95d95	98f91962-bcf3-482b-8ea7-f003d74c86ae	1189.51	2022-07-09	Ux531	bJ956	68	F	Pediatrics	Denied	108225.81	Married	Employed	Herreraborough	Routine	Paper	0	Legitimate
4495	6c427360-20ae-43b8-802f-bd25fae3ce09	c0ddd919-1b16-4689-9963-7566ba410835	c0039b67-ace3-4f97-a646-4214419f9fdf	3041.50	2022-07-09	qJ110	bn806	10	M	General Practice	Denied	80395.76	Widowed	Student	New Melissastad	Emergency	Paper	3	Legitimate
4496	43b72c25-94ae-4f1f-a2fb-cb3297978674	02ea4377-cf98-4251-a1d6-8eb720d903d8	2dcbfa56-e73a-42b5-bfbf-02bfb9b3f990	5153.28	2022-07-09	dc670	wX329	96	F	Neurology	Pending	31560.84	Widowed	Retired	Lake Cathymouth	Outpatient	Phone	1	Legitimate
4497	e0bf8e55-7440-48bb-9583-187ab12a5682	14844cfb-2bff-4be5-8540-7d58c72ed309	ae3fdf78-c574-495a-ba8a-2246ba1d61a5	6908.45	2022-07-09	cF152	aT402	97	F	Pediatrics	Denied	74973.94	Married	Unemployed	Garyborough	Inpatient	Online	3	Legitimate
4498	1a3f947a-f3a7-4286-8925-aed2eced6ee2	cfedbf0b-43eb-4dbe-a26b-74bd566898c8	d344683d-f2e2-4262-8c04-f9e92fda1d33	5830.19	2022-07-09	Sc398	wv342	14	F	General Practice	Approved	147665.80	Widowed	Student	East Claudiafurt	Routine	Paper	2	Legitimate
4499	291cfa64-9956-40e7-b89f-4628650f42f0	2bd2d173-4ce1-428d-836c-259d9236a839	cf84cf99-0ac3-465a-af90-239a873bafa5	5848.92	2022-07-09	TQ972	Sn273	47	M	Pediatrics	Approved	131676.02	Married	Unemployed	North Amberborough	Inpatient	Phone	2	Legitimate

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length